Probabilistic Performance Evaluation for Multiclass Classification Using the Posterior Balanced Accuracy

作者: Henry Carrillo , Kay H. Brodersen , José A. Castellanos

DOI: 10.1007/978-3-319-03413-3_25

关键词:

摘要: … To illustrate the importance of assessing overall classification performance, we consider the … Clearly, any classification algorithm designed for this task must be proficient at detecting all …

参考文章(32)
Thomas Glen Dietterich, Adaptive computation and machine learning MIT Press. ,(1998)
E. B. Andersen, Information Science and Statistics Physica-Verlag HD. pp. 3- 9 ,(1986) , 10.1007/978-3-642-46890-2_1
Christopher M. Bishop, Pattern Recognition and Machine Learning (Information Science and Statistics) Springer-Verlag New York, Inc.. ,(2006)
Rehan Akbani, Stephen Kwek, Nathalie Japkowicz, Applying support vector machines to imbalanced datasets european conference on machine learning. ,vol. 3201, pp. 39- 50 ,(2004) , 10.1007/978-3-540-30115-8_7
Christopher M. Bishop, Pattern Recognition and Machine Learning ,(2006)
Nathalie Japkowicz, Shaju Stephen, The class imbalance problem: A systematic study intelligent data analysis. ,vol. 6, pp. 429- 449 ,(2002) , 10.3233/IDA-2002-6504
D. Galvez-López, J. D. Tardos, Bags of Binary Words for Fast Place Recognition in Image Sequences IEEE Transactions on Robotics. ,vol. 28, pp. 1188- 1197 ,(2012) , 10.1109/TRO.2012.2197158
C. Cadena, D. Galvez-López, J. D. Tardos, J. Neira, Robust Place Recognition With Stereo Sequences IEEE Transactions on Robotics. ,vol. 28, pp. 871- 885 ,(2012) , 10.1109/TRO.2012.2189497